Abstract：
:Neural networks can efficiently encode the probability distribution of errors in an error correcting code. Moreover, these distributions can be conditioned on the syndromes of the corresponding errors. This paves a path forward for a decoder that employs a neural network to calculate the conditional distribution, then sample from the distribution - the sample will be the predicted error for the given syndrome. We present an implementation of such an algorithm that can be applied to any stabilizer code. Testing it on the toric code, it has higher threshold than a number of known decoders thanks to naturally finding the most probable error and accounting for correlations between errors.
journal_name
Sci Repjournal_title
Scientific reportsauthors
Krastanov S,Jiang Ldoi
10.1038/s41598-017-11266-1subject
Has Abstractpub_date
2017-09-08 00:00:00pages
11003issue
1issn
2045-2322pii
10.1038/s41598-017-11266-1journal_volume
7pub_type
杂志文章abstract：:A correction to this article has been published and is linked from the HTML and PDF versions of this paper. The error has been fixed in the paper. ...
journal_title：Scientific reports
pub_type： 已发布勘误
doi：10.1038/s41598-018-24189-2
更新日期：2018-04-12 00:00:00
abstract：:Regular overconsumption of sugar is associated with obesity and type-2 diabetes, but how genetic factors contribute to variable sugar preferences and intake levels remains mostly unclear. Here we provide evidence for the usefulness of a Drosophila larva model to investigate genetic influence on vulnerability to sugar ...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-017-17760-w
更新日期：2017-12-15 00:00:00
abstract：:Amine quantification is an important strategy in patient stratification and personalised medicine. This is because amines, including amino acids and methylarginines impact on many homeostatic processes. One important pathway regulated by amine levels is nitric oxide synthase (NOS). NOS is regulated by levels of (i) th...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-018-31055-8
更新日期：2018-09-18 00:00:00
abstract：:An accurate method to predict the mortality in the intensive care unit (ICU) patients has been required, especially in children. The aim of this study is to evaluate the value of serum anion gap (AG) for predicting mortality in pediatric ICU (PICU). We reviewed a data of 461 pediatric patients were collected on PICU a...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-017-01681-9
更新日期：2017-05-03 00:00:00
abstract：:Selective inhibition of function-specific β-GlcNAcase has great potential in terms of drug design and biological research. The symmetrical bis-naphthalimide M-31850 was previously obtained by screening for specificity against human glycoconjugate-lytic β-GlcNAcase. Using protein-ligand co-crystallization and molecular...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep06188
更新日期：2014-08-26 00:00:00
abstract：:Lin28 is an evolutionary conserved RNA-binding protein that plays important roles during embryonic development and tumorigenesis. It regulates gene expression through two different post-transcriptional mechanisms. The first one is based on the regulation of miRNA biogenesis, in particular that of the let-7 family, who...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-021-81429-8
更新日期：2021-01-27 00:00:00
abstract：:In this study, we measured the human epidermal growth factor receptor 2 (HER2) copy number in both tissue and plasma samples of gastric cancer patients by using droplet digital polymerase chain reaction (ddPCR) method. Eighty gastric cancer patients were enrolled and both formalin-fixed and paraffin-embedded tissue an...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-020-60897-4
更新日期：2020-03-06 00:00:00
abstract：:Evolutionary processes, speciation in woody bamboos are presently little understood. Here we used Dendrocalamus sinicus Chia & J.L. Sun as a model species to investigate dispersal or vicariance speciation in woody bamboos. Variation in three chloroplast DNA (cpDNA) fragments and eight simple sequence repeat markers (S...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-018-35269-8
更新日期：2018-11-16 00:00:00
abstract：:Bacillus megaterium is a microorganism widely used in industrial biotechnology for production of enzymes and recombinant proteins, as well as in bioleaching processes. Precise understanding of its metabolism is essential for designing engineering strategies to further optimize B. megaterium for biotechnology applicati...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-019-55041-w
更新日期：2019-12-10 00:00:00
abstract：:Phlebotonics' effects were evaluated to reduce time-to-stop bleeding and anal irritation in 130 patients who complained of hemorrhoidal disease (HD); bleeding and pain after hemorrhoidectomy (31 patients) and hemorrhoidal thrombosis (34 patients) in the short time. Sixty patients were randomized to receive the routine...
journal_title：Scientific reports
pub_type： 杂志文章,随机对照试验
doi：10.1038/s41598-020-64772-0
更新日期：2020-05-14 00:00:00
abstract：:Enhanced oil recovery using low-salinity solutions to sweep sandstone reservoirs is a widely-practiced strategy. The mechanisms governing this remain unresolved. Here, we elucidate the role of Ca2+ by combining chemical force microscopy (CFM) and molecular dynamics (MD) simulations. We probe the influence of electroly...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-017-10327-9
更新日期：2017-09-08 00:00:00
abstract：:A hypereutectic Al-Fe-Cu alloy with a high-volume fraction ferro-aluminum second phase (AlFe phases for short) was reheated in the solid-liquid region and the microstructure evolution was investigated. During semisolid heating, the high-melting AlFe phases in the Al-Fe-Cu alloy were demonstrated to stunt the grain gro...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-021-80983-5
更新日期：2021-01-15 00:00:00
abstract：:To discuss the status of epidemiology of stroke in the Mongolian and Han population aged over 45 years and to understand the treatment and prevention of stroke. Data collected on stroke populations aged over 45 years in the six areas in Inner Mongolia were analyzed by using stratified multi-stage cluster sampling. The...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep45710
更新日期：2017-04-04 00:00:00
abstract：:Plastic degradation rates in the marine environment are essential to understand. This study demonstrates that in plastic-microbial interaction experiments, residual monomeric and oligomeric content of PA6 significantly influences the development of dissolved organic carbon. While it is well recognized that additives i...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-019-38685-6
更新日期：2019-02-14 00:00:00
abstract：:Previously, we demonstrated that chronic exposure to low levels of estradiol-17β (E2) increases mean arterial pressure (MAP) in young female Sprague-Dawley (SD) rats, however, the underlying mechanisms are unclear. Since endothelin-1 (ET-1) is implicated in blood pressure (BP) regulation, we hypothesized that E2's eff...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-017-00213-9
更新日期：2017-03-10 00:00:00
abstract：:Luminescent zeolites exchanged with two distinct and interacted emissive ions are vital but less-studied for the potential applications in white light emitting diodes, solar cells, optical codes, biomedicine and so on. Typical transition metal ion Mn2+ and lanthanide ion Yb3+ are adopted as a case study via their char...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep46219
更新日期：2017-04-10 00:00:00
abstract：:A correction to this article has been published and is linked from the HTML and PDF versions of this paper. The error has not been fixed in the paper. ...
journal_title：Scientific reports
pub_type： 已发布勘误
doi：10.1038/s41598-018-30083-8
更新日期：2018-08-02 00:00:00
abstract：:There has been increasing interest in diatom-based bio-assessment but we still lack a comprehensive understanding of how to capture diatoms' temporal dynamics with an appropriate sampling frequency (ASF). To cover this research gap, we collected and analyzed daily riverine diatom samples over a 1-year period (25 April...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep36950
更新日期：2016-11-14 00:00:00
abstract：:RBM20 is a major regulator of heart-specific alternative pre-mRNA splicing of TTN encoding a giant sarcomeric protein titin. Mutation in RBM20 is linked to autosomal-dominant familial dilated cardiomyopathy (DCM), yet most of the RBM20 missense mutations in familial and sporadic cases were mapped to an RSRSP stretch i...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-018-26624-w
更新日期：2018-06-12 00:00:00
abstract：:Invasive alien species are regarded a nuisance. This extends into a lack of conservation efforts in their native range. As a consequence, conservation of e.g. range-edge populations is neglected. Gobiidae have many representatives of alien species in European freshwaters, and therefore they have a bad reputation. Obje...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-019-56264-7
更新日期：2019-12-23 00:00:00
abstract：:Plant cis-elements play important roles in global regulation of gene expression. Based on microarray data from rice flag leaves during early senescence, we identified W-box and G-box cis-elements as positive regulators of senescence in the important rice variety Minghui 63. Both cis-elements were bound by leaf senesce...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep20881
更新日期：2016-02-11 00:00:00
abstract：:Indoor simulation experiment was carried out to evaluate the formation and consumption rates of methane (CH4) in Xiangxi Bay of the Three Gorges Reservoir (TGR), China. The results show that both the CH4 formation and consumption rates were significantly positively correlated with temperature. CH4 efflux decreased wit...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep04449
更新日期：2014-03-24 00:00:00
abstract：:Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal forms of cancer. One major reason for this is that PDAC quickly metastasizes to other organs, thereby making its treatment difficult. The molecular machinery driving PDAC metastasis is still poorly understood. In this study, we applied an unbiased appro...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-020-58448-y
更新日期：2020-01-30 00:00:00
abstract：:The precise manner in which physical changes to the breast cancer susceptibility protein (BRCA1) affect its role in DNA repair events remain unclear. Indeed, cancer cells harboring mutations in BRCA1 suffer from genomic instability and increased DNA lesions. Here, we used a combination of molecular imaging and biochem...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep43435
更新日期：2017-03-06 00:00:00
abstract：:The functions of female song found in a few cicadas have rarely been studied. In the cicada Subpsaltria yangi we investigated the acoustic behaviour and signal structure of songs produced by females, the phonotaxis of males, and mate choice, as well as the selective pressure imposed on this species by predators. Pair-...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-017-06825-5
更新日期：2017-07-25 00:00:00
abstract：:To assess the prevalence and associated factors of glaucoma in a Russian population. The population-based Ural Eye and Medical Study included 5899 (mean age 59.0 ± 10.7 years; range 40-94 years). Glaucomatous optic neuropathy was diagnosed using International Society of Geographical and Epidemiological Ophthalmology (...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/s41598-020-77344-z
更新日期：2020-11-20 00:00:00
abstract：:Chemokine receptor 5 (CCR5) belongs to G protein coupled receptors (GPCRs) and plays an important role in treatment of human immunodeficiency virus (HIV) infection since HIV uses CCR5 protein as a co-receptor. Recently, the crystal structure of CCR5-bound complex with an approved anti-retroviral drug (maroviroc) was r...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep13180
更新日期：2015-08-24 00:00:00
abstract：:A microfluidic probe (MFP) is a mobile channel-less microfluidic system under which a fluid is injected from an aperture into an open space, hydrodynamically confined by a surrounding fluid, and entirely re-aspirated into a second aperture. Various MFPs have been developed, and have been used for applications ranging ...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep11943
更新日期：2015-07-14 00:00:00
abstract：:Native collagen is arranged in bundles of aligned fibrils to withstand in vivo mechanical loads. Reproducing such a process under in vitro conditions has not met with major success. Our approach has been to induce nanolinks, during the self-assembly process, leading to delayed rather than inhibited fibrillogenesis. Fo...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep05968
更新日期：2014-08-06 00:00:00
abstract：:Detection of sedimentary cycles is difficult in fine-grained or homogenous sediments but is a prerequisite for the interpretation of depositional environments. Here we use a new autocorrelation analysis to detect cycles in a homogenous sediment core, E602, from the northern shelf of the South China Sea. Autocorrelatio...
journal_title：Scientific reports
pub_type： 杂志文章
doi：10.1038/srep01653
更新日期：2013-01-01 00:00:00
